Unconditional Image Generation on AFHQ 64x64 v2 (test)
1.23FIDGDD
Evaluation Results
| Method | Links | |
|---|---|---|
| GDDNFE=12024.05 | 1.23 | |
| GDD-INFE=12024.05 | 1.31 | |
| SiDNFE=1, alpha=12024.05 | 1.62 | |
| SiDNFE=1, alpha=1.22024.05 | 1.71 | |
| EDMNFE=792024.05 | 1.96 | |
| CDL-VPNFE=79, Sampling Protocol=Deterministic EDM, Schedule=VP2024.07 | 2 | |
| VPNFE=79, Sampling Protocol=Deterministic EDM, Schedule=VP2024.07 | 2.04 | |
| CDL-VENFE=79, Sampling Protocol=Deterministic EDM, Schedule=VE2024.07 | 2.11 | |
| DyWeightNFE=9, Category=Learnable2026.03 | 2.13 | |
| VENFE=79, Sampling Protocol=Deterministic EDM, Schedule=VE2024.07 | 2.17 | |
| S4S-AltNFE=9, Category=Learnable2026.03 | 2.18 | |
| LD3NFE=9, Category=Learnable2026.03 | 2.27 | |
| DyWeightNFE=7, Category=Learnable2026.03 | 2.42 | |
| iPNDMNFE=9, Category=Handcrafted2026.03 | 2.48 | |
| S4S-AltNFE=7, Category=Learnable2026.03 | 2.56 | |
| CDL-VPModel type=DDPM++ cont., Regularization=CDL2024.07 | 2.91 | |
| CDL-VEModel type=NCSN++ cont., Regularization=CDL2024.07 | 2.93 | |
| VPModel type=DDPM++ cont.2024.07 | 2.95 | |
| LD3NFE=7, Category=Learnable2026.03 | 2.97 | |
| VEModel type=NCSN++ cont.2024.07 | 2.98 | |
| iPNDMNFE=7, Category=Handcrafted2026.03 | 3.19 | |
| DyWeightNFE=5, Category=Learnable2026.03 | 3.2 | |
| DPM-Solver++(3M)NFE=9, Category=Handcrafted2026.03 | 3.44 | |
| S4S-AltNFE=5, Category=Learnable2026.03 | 3.89 | |
| UniPCNFE=9, Category=Handcrafted2026.03 | 4.46 | |
| DPM-Solver++(3M)NFE=7, Category=Handcrafted2026.03 | 4.47 | |
| UniPCNFE=7, Category=Handcrafted2026.03 | 5.07 | |
| iPNDMNFE=5, Category=Handcrafted2026.03 | 5.58 | |
| LD3NFE=5, Category=Learnable2026.03 | 6.09 | |
| DyWeightNFE=3, Category=Learnable2026.03 | 9.16 | |
| DPM-Solver++(3M)NFE=5, Category=Handcrafted2026.03 | 10.63 | |
| UniPCNFE=5, Category=Handcrafted2026.03 | 13.01 | |
| S4S-AltNFE=3, Category=Learnable2026.03 | 14.71 | |
| iPNDMNFE=3, Category=Handcrafted2026.03 | 15.53 | |
| LD3NFE=3, Category=Learnable2026.03 | 17.94 | |
| DPM-Solver++(3M)NFE=3, Category=Handcrafted2026.03 | 35.05 | |
| UniPCNFE=3, Category=Handcrafted2026.03 | 60.89 |